Abstract: Designing incentive mechanisms to reduce the prevalence and burden of chronic disease through behavior modification is of national and global importance. In this presentation, we model healthcare consumer preference and health states to develop a Markov decision process to solve a decision maker's information incentive problem. Special focus is given in this presentation to problems of modelling dependence between joint health behaviors and robustly estimating health transition probabilities.